Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2726–2750 of 2974 papers

Title	Date	Tasks	Status	Hype
Iteratively Learning Embeddings and Rules for Knowledge Graph Reasoning	Mar 21, 2019	Entity EmbeddingsKnowledge Graphs	—Unverified	0
Natural Language Generation at Scale: A Case Study for Open Domain Question Answering	Mar 19, 2019	DecoderKnowledge Graphs	—Unverified	0
Matching Entities Across Different Knowledge Graphs with Graph Embeddings	Mar 15, 2019	General ClassificationKnowledge Graphs	CodeCode Available	0
What relations are reliably embeddable in Euclidean space?	Mar 13, 2019	Knowledge GraphsRelation	—Unverified	0
MMKG: Multi-Modal Knowledge Graphs	Mar 13, 2019	Knowledge GraphsLink Prediction	CodeCode Available	1
Interaction Embeddings for Prediction and Explanation in Knowledge Graphs	Mar 12, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Jointly Learning Explainable Rules for Recommendation with Knowledge Graph	Mar 9, 2019	Explainable RecommendationKnowledge Graphs	CodeCode Available	0
A cooperative game for automated learning of elasto-plasticity knowledge graphs and models with AI-guided experimentation	Mar 8, 2019	Deep Reinforcement LearningKnowledge Graphs	—Unverified	0
EL Embeddings: Geometric construction of models for the Description Logic EL ++	Feb 27, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	0
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space	Feb 26, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Learning When Not to Answer: A Ternary Reward Structure for Reinforcement Learning based Question Answering	Feb 26, 2019	Knowledge GraphsQuestion Answering	—Unverified	0
Augmenting Neural Machine Translation with Knowledge Graphs	Feb 23, 2019	Knowledge GraphsMachine Translation	CodeCode Available	0
Predicting ConceptNet Path Quality Using Crowdsourced Assessments of Naturalness	Feb 21, 2019	Knowledge Graphs	CodeCode Available	0
Variational Quantum Circuit Model for Knowledge Graphs Embedding	Feb 19, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Knowledge Graph Fact Prediction via Knowledge-Enriched Tensor Factorization	Feb 8, 2019	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	0
Binarized Knowledge Graph Embeddings	Feb 8, 2019	Knowledge Graph CompletionKnowledge Graph Embeddings	CodeCode Available	0
A Relational Tucker Decomposition for Multi-Relational Link Prediction	Feb 3, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Discovering Implicational Knowledge in Wikidata	Feb 3, 2019	Knowledge Graphs	—Unverified	0
Open Research Knowledge Graph: Next Generation Infrastructure for Semantic Scholarly Knowledge	Jan 30, 2019	FormKnowledge Graphs	—Unverified	0
TuckER: Tensor Factorization for Knowledge Graph Completion	Jan 28, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
Improving Image Captioning by Leveraging Knowledge Graphs	Jan 25, 2019	Image CaptioningKnowledge Graphs	—Unverified	0
Multi-Task Feature Learning for Knowledge Graph Enhanced Recommendation	Jan 23, 2019	Collaborative FilteringGraph Embedding	CodeCode Available	0
A tensorized logic programming language for large-scale data	Jan 20, 2019	Knowledge Graphs	—Unverified	0
Learning Vertex Representations for Bipartite Networks	Jan 16, 2019	Collaborative FilteringKnowledge Graphs	CodeCode Available	0
Advancing the State of the Art in Open Domain Dialog Systems through the Alexa Prize	Dec 27, 2018	Knowledge GraphsManagement	—Unverified	0

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All datasets MARS (Multimodal Analogical Reasoning dataSet)JerichoWorld WikiKG90M-LSC FB15k

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MarT_MKGformer	MRR	0.34	—	Unverified
2	MKGformer	MRR	0.32	—	Unverified
3	MarT_FLAVA	MRR	0.29	—	Unverified
4	ViLBERT	MRR	0.29	—	Unverified
5	IKRL (ANALOGY)	MRR	0.28	—	Unverified
6	IKRL	MRR	0.27	—	Unverified
7	ViLT	MRR	0.26	—	Unverified
8	TransAE	MRR	0.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Worldformer	Set accuracy	39.15	—	Unverified
2	Q*BERT	Set accuracy	32.78	—	Unverified
3	GATA-W	Set accuracy	24.06	—	Unverified
4	Worldformer	Set accuracy	23.22	—	Unverified
5	Seq2Seq	Set accuracy	14.29	—	Unverified
6	Rules	Set accuracy	4.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TransE-Concat	Test MRR	85.48	—	Unverified
2	ComplEx-Concat	Test MRR	0.86	—	Unverified
3	ComplEx-RoBERTa	Test MRR	0.72	—	Unverified
4	TransE-RoBERTa	Test MRR	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COMPLEX	MRR	0.59	—	Unverified